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session-based recommendation

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DataFunTalk
DataFunTalk
Feb 4, 2021 · Artificial Intelligence

Cross‑Session Aware Temporal Convolutional Network (CA‑TCN) for Session‑Based Recommendation

The article introduces the CA‑TCN model, which combines cross‑session item graphs, a temporal convolutional network, and a session‑context graph to capture both item‑level and session‑level cross‑session influences, achieving state‑of‑the‑art performance on benchmark session‑based recommendation datasets.

cross-session modelingdeep learninggraph neural network
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Cross‑Session Aware Temporal Convolutional Network (CA‑TCN) for Session‑Based Recommendation
Architecture Digest
Architecture Digest
Feb 22, 2018 · Artificial Intelligence

Deep Learning Applications in Recommendation Systems

This article explains why deep learning has become essential for modern recommendation systems, describing its advantages such as automatic feature extraction, noise robustness, sequential modeling with RNNs, and improved user‑item representation, and reviews major deep‑learning‑based recommendation models and techniques.

Recommendation systemsWord2Vecautoencoders
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Deep Learning Applications in Recommendation Systems